Author

Rachna Rathore

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#federated learning Book Sep 2026

Privacy-Preserving Healthcare Diagnostics: A Comparative Study of Horizontal and Vertical Federated Learning Approaches

Federated learning (FL) is a novel method of healthcare diagnostics that allows training cross -institutional collaborative models without violating data privacy. This paper will compare and contrast the two approaches of vertical and horizontal federated learning to detect diseases such as pneumonia based on the use o...

Rachna Rathore, D K Upadhyay, Guma Ali et al. · Emerging Challenges and Rese... · 0 citations

#federated learning Book Sep 2026

Federated Learning: Architectures, Challenges, and Applications in Distribute Machine Learning Intelligence

Federated Learning (FL) is a recently emerging machine learning model proposed to solve the issue of ownership, privacy, and security in collaborative model training. With FL, unlike the traditional centralized learning, raw data transfer to a central server is not required, and several devices or nodes can locally tra...

Rachna Rathore, Bhawesh Kumawat, Mohammed Ismail Iqbal et al. · 0 citations